The Hitchhiker’s guide in getting a FAANG job (Computer Vision)

Note: FAANG is now MAMAA = Meta, Amazon, Microsoft, Alphabet, Apple. [Check wikipedia]

Short-term learning list (i.e. I have an interview very soon, what should i do?)

YouTube talks

• How to Get a Job at Google - Amazon - Facebook - or Microsoft in 2019, University of Southern California
• Chip Huyen on Machine Learning Interviews (Full Stack Deep Learning - November 2019)
• Playlist: Mock Interviews - Data Science Jay

Online reading materials

• Chip Huyen - Introduction to Machine Learning Interviews
• Machine Learning Glossary
• Cheatsheet - CS 229 - Machine Learning
• Data Science Cheatsheet 2.0
• Cheatsheet for Machine Learning and Data Science
• Explore InterviewCake webpages
• Scan Tech Interview Handbook

Long-term learning list (i.e. I am searching for a job in next few months, what should i do?)

Free courses

• CS229: Machine Learning - Stanford University
• CS230 Deep Learning - Stanford University
• CS231n: Deep Learning for Computer Vision - Stanford University
• CS 329S: Machine Learning Systems Design - Stanford University

Non-free courses

• Grokking the System Design Interview - Educative
• Grokking the Machine Learning Interview - Educative
• Ace the Python Coding Interview - Educative
• MLExpert - AlgoExpert
• AlgoExpert - AlgoExpert
• SystemsExpert - AlgoExpert

Books

• Introduction to Algorithms, fourth edition [goodreads]
• Cracking the Coding Interview, 6th Edition [goodreads]
• System Design Interview – An insider's guide Vol I [goodreads]
• System Design Interview – An insider's guide Vol II [goodreads]
• Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems [goodreads]
• Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications [goodreads]
• Ace the Data Science Interview [goodreads]

Solve as much as possible problems using [LeetCode (recommended!!)] or [HackerEarth] or [FreeCodeCamp (beginner level!!)]

Do mock interviews with experts using [InterviewQuery] , [interviewing.io] or [IGotAnOffer]